{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import loadmat\n",
    "import cartopy\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "import matplotlib.ticker as mticker\n",
    "import matplotlib.pyplot as plt\n",
    "import cmocean.cm as cmo\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "merc = cartopy.crs.Mercator(central_longitude=-122.0)\n",
    "pc = cartopy.crs.PlateCarree()\n",
    "\n",
    "states = cartopy.feature.NaturalEarthFeature(category='cultural', scale='10m', facecolor='none',\n",
    "                             name='admin_1_states_provinces_shp')\n",
    "countries = cartopy.feature.NaturalEarthFeature(category='cultural', scale='10m', facecolor='none',\n",
    "                             name='admin_0_countries')\n",
    "land = cartopy.feature.NaturalEarthFeature('physical', 'land', '10m',\n",
    "                                        edgecolor='face', facecolor='0.8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x = loadmat('cascadia_gridded.mat')\n",
    "# z = x['z_topo'].copy()\n",
    "# inds = z>0\n",
    "# z[inds] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x124c3b7f0>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(1.5, 2.5), dpi=300)\n",
    "# fig = plt.figure(figsize=(5, 8), dpi=300)\n",
    "ax = fig.add_axes([0.06, 0.01, 0.93, 0.95], projection=merc)\n",
    "ax.set_frame_on(False) # kind of like it without the box\n",
    "ax.set_extent([-128, -122, 44.5, 50.1], pc)\n",
    "gl = ax.gridlines(linewidth=0.2, color='gray', alpha=0.5, linestyle='-', draw_labels=True)\n",
    "gl.xlabel_style = {'size': 8}  # control how the tick labels look\n",
    "gl.ylabel_style = {'size': 8}  # control how the tick labels look\n",
    "# the following two make the labels look like lat/lon format\n",
    "gl.xformatter = LONGITUDE_FORMATTER\n",
    "gl.yformatter = LATITUDE_FORMATTER\n",
    "gl.xlabels_bottom = False  # turn off labels where you don't want them\n",
    "gl.ylabels_right = False\n",
    "gl.xlocator = mticker.FixedLocator([-127, -125, -123])  # control where the ticks are\n",
    "\n",
    "\n",
    "# plot bathy\n",
    "# levs = np.linspace(-3200,0, 10)\n",
    "# mappable = ax.contourf(x['lon_topo'], x['lat_topo'], z, levs, transform=pc, cmap=cmo.deep_r)\n",
    "# mappable = ax.pcolormesh(x['lon_topo'], x['lat_topo'], z, transform=pc, cmap=cmo.deep_r, vmin=-3200)\n",
    "# fig.colorbar(mappable, orientation='horizontal', pad=0.03, shrink=0.975).set_label('Depth [m]')\n",
    "\n",
    "# add context (land, boundary lines)\n",
    "ax.add_feature(land)\n",
    "ax.add_feature(states, edgecolor='k')\n",
    "ax.add_feature(countries, edgecolor='k')\n",
    "\n",
    "# boxes for domains\n",
    "lons = [-127, -127, -122.1, -122.1, -127]\n",
    "lats = [45, 50, 50, 45, 45]\n",
    "ax.plot(lons, lats, transform=pc, lw=3, color='0.3', ls='--')\n",
    "lons = [-122.8, -122.8, -122.55, -122.55, -122.8]\n",
    "lats = [47.95, 48.25, 48.25, 47.95, 47.95]\n",
    "ax.plot(lons, lats, transform=pc, lw=1, color='r')\n",
    "\n",
    "# fig.savefig('map_low.png', bbox_inches='tight', dpi=100)\n",
    "# fig.savefig('map_high.png', bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
